{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "plt.rcParams[\"figure.dpi\"] = 80\n",
    "\n",
    "def remove_frame():\n",
    "    for spine in plt.gca().spines.values():\n",
    "        spine.set_visible(False)\n",
    "        \n",
    "np.random.seed(111)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 480x320 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# classification\n",
    "from sklearn.datasets import make_blobs\n",
    "X, y = make_blobs(centers=3)\n",
    "\n",
    "plt.scatter(X[y==0, 0], X[y==0, 1])\n",
    "plt.scatter(X[y>=1, 0], X[y>=1, 1], c=\"r\")\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    "plt.grid()\n",
    "remove_frame()\n",
    "plt.savefig(\"classification.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rYSAi+73xhj327+82jgiKrW2ozZvtdMLWrbbvfvbZriOKXqGQ1TH+7/8gI8NWaK1bu45KxL3SUmjRwlYUa9ZE+1ZtHG5D7dlj7YE3bLDOsUoURyYYhL/8BcaMsRGRXbqo8C0CMHu21Sn694/2RFElsZMshg+3/faRI20bSqrHLbfYqiIUsnsq0XtEUKR6xOEWFMTKNtS//gUDB8LFF1s/eZejT2PVsmVw+eW2ynjoIXjggbh6VyUCwN698ItfQPPm8MUXrqOpDnG0DbV8ubXyaNIExo1ToqgpZ5wBCxZAu3aWLG67zVYbIvFk6lQoKIABA1xHEnHRnSx27bKeLHv32jzqOO33FDFNmljdont3G6bUr5/93YvEi9dft8frr3cbhwPRnSzuussG/Dz+OJx7ruto4kPdujbn+5prrIlar17www+uoxKpeQUFdnG1a1c7DRVnojdZ/Pvf8MorVqf43e9cRxNfjjrKZpbfeitMn24rjbw811GJ1Kw337SV9M03u47EiagocJc1vcvJKySjYQrta+8jcOaZUFJihdemTV2EJZ4HDz4IjzwCJ58M06ZZ4U8kFnXqBF99Zfe56tRxHU11qXSBO7Emo6gOZe201+cXkRRMoLgkROZ7/8vZ27ZZpleicCcQgD//GRo2hN/+1pbnH38MLVuW+7KfJfv0VAI6SSXRZPly62xw002xlCiqxNfJwvM8Bo5dRO72IkKlHsWhENd+8RFnr8hiWruLuahv38qnRak5w4dbLWPIEEsYM2b8OIXwZ8k+VErztGQyB3ekWWqy48BFKum11+zxppuchuGSr2sW2bkFbMjfTajUdr+O3ZXPHz95hc110hh5/i1k5xY4jlB+dPPNdnT5u+9srvny5eWSfXHIo2hfiOKQR+72IgaNXUQVt0BF3CgpsbtcLVvCeee5jsYZXyeLnLxCEoP71w4PT3uRY/YW8qcet7En5Rhy8godRic/07+/bQ1u3w7duvHVh3PKJfsyoVKPdflFSvYSHT76yN4E3XQTJPj6JbNG+fonz2iYQnGoFIAeq7K4bNV8prTqwrSTOlMcKiWjYYrjCOVn+vSxFvE7d9Kq35W03bKqwi9LCiYo2Ut0ePVVexw40GkYrvk6WbRPT6V5WjL19hXx52kvsPOoFB68+FaCCQFapCXTPj3VdYhSkV69YPJkgvv28cq4+2i3ccXPvqSyyd7zPBbn5DMxez2Lc/K1dSWRlZ9vx/QvuMC6L8cxXxW4y07NrN22iz0lpRydFOR3PVpRMuwpjtuVzwOXD+f7eg3ISEsmc0gnnajxsx49SPhwCok9L+W1tx7gxuse5fMmJwNUOtmrOC7OjR8P+/bF7d2KA/nmnkXZC8O67YWESu2JAkDbrauZ9OrdFLTrxMejJ5DRqK6OXkaRrR98RN3eV1GSkMCQGx5jSeOTaPH/k33T+kcf9M95nkf3p2b9eBKuTDAhQEaDZKaP6KZ/A1KzPA/atoWcHNi0CVJicts7uhoJlp2ayckrpKT0gIzklfLHqS9SSoCR5w/lmg4t6JCRpheJKNLo8h7UnjqF5IDHuLce4L3OtZk+otshEwX8/CRcGRXHJWIWLoSlS23kQWwmiirxRbIoe2H4yesCvb/6hF9uWsm/2l3OrKOO0wtElApccAHB/0ymVvE+Tht0DYElS8L+mZ+ehDuQiuMSEf/4hz3++tdu4/AJXySLil4Y6uwt4g8zX2X70cfwt3MH6AUi2nXvDu+/D0VFcNFFNvD+EA48CfdTOgknNe777+0YeOfO1p5f/JEsKnphuGP+BBoVFjCq60B21q6jF4hYcPHFdrKkLGEsXXrQLy07CRdMKP8mQifhJCL+9S/YvVurigP4IlmUvTCUvS60zN/I4Oz3WXrcibx15sV6gYglPXvCu+9aW/Pu3eHLLyv8skAgQObgjqQ3SCYpGCC5VpCkoBW3dRJOapTnwUsvQb16cO21rqPxDV+ehnp20mNcumo+1wx4gi/ST6vU6RmJMh98AL17Q1oazJ79Yy+pn1ITQom4+fPhnHPgzjvhmWdcR1PTKv1/Jt8kC7AXhhXvfsSpfS4ht1tPFv11jF4gYtm770LfvjbTeM6cuL/0JD4xaBBkZtr4g9NPdx1NTYvOZIHnWdfSrCzrG3/yyTX6dOIDr79uRxNbtrSE0aSJ64gknuXlQbNm8Mtfwrx5rqOJhOi6Z/GjyZNh7ly45RYlingxYIAdUVyzxore27a5jkji2ZgxNg1v+HDXkfiOf1YWJSVw5pmQmwurV9vWhMSPp5+Gu++2G7OffAL167uOSOJNcTEcfzyUltqt7aQk1xFFQhSuLF59FVassHnaShTx56674NFH7f7FpZfaaSmRSHrvPdiwAX7zm3hJFFXij5XF3r1w0kl2rvnbb+GYY2rkacTnPA/uuw/+8hc4/3yYMgWO1gk4iZCuXa3Fx/r10KiR62giJcpWFmPH2n+ge+5RoohngQA89pgdWZw502Zj7NvnOiqJB0uW2AGLfv3iKVFUifuVxd69cOKJ9rh2rRp2ie0ZDx1qbyL69IEJEyDRV930JdYMHgz//CdkZ9tJqPgRRSuLl1+2fcJ771WiEJOQYDdor7sOJk2yWQKlFfeJEjlieXnwxhvQpUu8JYoqcft2bc8e23Zo1MiKSiJlgsH9/XnGjYM6dWD0aNuqEqlOzz+v47KV4HZlMWaMDRUZOVKrCvm5pCTr/HnRRfDii/bvRGNVpToVFcFzz1n3gD59XEfja+6SxZ498Pjj0Lgx3HqrszDE52rXtiONXbrAqFF2vFakurz2mm1DjRihulgY7pJFZiZ8952dgErWPGU5hJQUazx41lnwwAN2gU/kSIVC8OST1sxy8GDX0fiem2QRCsETT0BqKgwb5iQEiTL168PUqdC6td30fvll1xFJtHv3XbvXdfvt2gavBDfJYtIk+490xx1Qt66TECQKHXssTJ9uLRmGDYPx411HJNHK82xbs3Ztex2SsCJ/z8Lz7HjaypXWB+rYY4/4W0qcWbsWzjsPNm+Gd96BK690HZFEm9mzoVs3q5e+8ILraFzy8T2LadPstuQttyhRyOFp2dJWGGlpNslsxgzXEUm0+ctf7Bj2iBGuI4kakV9ZXHihXatfvRrS04/420kc+/xzuOACawkybZqdmBIJZ/Fi6NgRrr9eW5m+XVksWmTtp/v3V6KQI9e2LXz4ob1DvOwy+Owz1xFJNHjkEXu8/363cUSZyCaLBQvsLPO990b0aSWGde4M779v93Z69oTly11HJH62ZIkNWevTJx5GplaryG9DbdliF/FEqtN//gO9e1vrmDlz7MSUyE/16WOHIpYssZWpROkMbpEj8eab+7c458yBpk1dRyR+smyZTeO86irrCiDg25qFSE267jrrN7Z2rfWT2rrVdUTiJ2WtYv70J7dxRCklC4ktgwfD3/9u93h69oTvv3cdkfjB0qUwcaIdhFAb8sOiZCGxZ/jw8vO8d+1yHZG4dv/9diG47CSUVJmShcSm++6zU3cLFtge9Z49riMSV+bNswMQ110H7dq5jiZqqcAtscvzrO/P6NHQq5edgklKch2VRJLnQdeukJUFK1bASSe5jshvVOAWIRCAZ5+FgQPtneWNN1rHY4kfH34Ic+fCkCFKFEdIKwuJKZ7nkZ1bQE5eIRkNU2ifnkogFLLWDpMm2YvGSy/ZnG+JbaWltu309dfWXkhHqStS6ZWFRkNJzNhQUMTAsYtYn19EUjCB4lApzdOSyRzckWavvw6FhfDKKzbP+29/0zzvWDd+PHzxhdWulCiOmFYWEhM8z6P7U7PI3V5EqHT/P9NgQoCMBslMH9GNwO7ddjpq9mz44x91MiaWFRbCKafYjO1vvrEOxVIR1SwkvmTnFrAhf3e5RAEQKvVYl19Edm6Bje+dPBk6dLCjtU884ShaqXGjRsGGDfDww0oU1UTJQmJCTl4hicGK3yQlBRPIySu0/3HMMVb0PP10GDkS77nnWJyTz8Ts9SzOyaeKK23xo/Xr7Y3AqafacCOpFqpZSEzIaJhCcai0ws8Vh0rJaHjAjOUGDWDaNIrPPY+kO+/kP/9ZwcSOV5SvcaQmRyhyqXZ/+APs3g1PPWVdrqVaaGUhMaF9eirN05IJJpRfXQQTArRIS6Z9emq53/caN2ZA/8fISW3Cw1NHc/XCyRSHPHK3FzFo7CKtMKJVVha88QZcfrm1e5Fqo2QhMSEQCJA5uCPpDZJJCgZIrhUkKWjF7cwhnQj85ORTdm4Bn4fqcF2/x1ib+gse/Wg0NyyZUr7GIdElFILf/tZWE08+6TqamKM1msSMZqnJzBjR7ef3LCo4IltW49hStyHX93ucCeP/h0c/Gg3AO52uICevkA4ZKoxGlRdftJGpv/89nHyy62hijo7OSlxanJNP/zELKA7ZP+nGP+QxYfz/0LLgOx7seRu9XnxEySKabNoErVtD/fo2LTElJfyfEdDRWZFD+2mNo2yFUVbDaD9lguMIpUpGjICdO629ixJFjdDKQuJWRTe+2wULef31/yFxzbfWgPA3v3EdpoQzdSpccgn86lfw7ruuo4k2GqsqUhkV9pLatAnOP9/6Cf3tb3DXXa7DlIPZtctGpW7dal1lmzd3HVG0UW8okcoIBAJ0yEgrX59o2hRmzrTRrHffba0j7rtPvaT8aORIG6P7zDNKFDVMKwuRg9m2DXr0sIl7I0fC448rYfjJxx9D9+7QrZv9Wp2ED4e2oUSqxfff29zmrCy4/XZ7B6sXJfd++AHOOAPy8my+9vHHu44oWuk0lEi1qF8fPvoILrwQnn8eBg+GkhLXUcnvfw+5ueSMfJCJ+Unq6xUBWlmIVMaePdC3r03cu+YaeP11qFXLdVTx6b33oHdvPjvxLK7v+2cSExPV1+vwaRtKpNoVF8MNN8Bbb1nxe9Ik62IrkbN+PV6bNuzcG+LSwc+yKaXBj58qN7tEtaXK0jaUSLVLSrImdbfeCtOn2/HazZtdRxU/QiEYMIBAQQH3Xn53uUQBqK9XDVOyEKmKYNAu6z3yCCxZAl26wKpVrqOKD48+CnPm8M11NzHnlM4Vfkm52SVSrZQsRKoqELCxrC+/DOvWwTnnwMKFrqOKbVOn2tS7Nm3Y8fD/Vn52iVQbJQuRwzVkiBVbCwvttNQHH7iOKDatWQP9+kG9evD22/yy1S+qNLtEqoeShciR6NXLLoTVrg1XXglPPw06wll9Cguhd2+77/LGG3DiiVWeXSLVQ6ehRKrD6tWWOL7+GoYNg+ees4K4HD7Pg/79YcIEq1fcf/9PPl1BXy8liqrS0VmRiCsogGuvtZNSF14IEydCmmZiHLY//cmSRO/e8PbbujlfM5QsRJwoLrYutaNHw0kn2SW+Vq1cRxV9XnkFbrkFOnSATz7RjIqao2Qh4tRzz9k86Lp1ITPT6hlSOVOnwuWXQ4sW1pOrcWPXEcUyXcoTceqOO+C//4XERLjqKttvD4VcR+V/CxZYO5V69eDDD5UofEQrC5GatG6dvfgtXmwtQt54A4491nVUzhyyKP3pp9ZyvKTEmjd26eI22PigbSgR39i717ak/vEPG9Dz5ptw9tmuo4q4isbY/tj8b/1quOACKCqCKVPs1xIJShYivvPqqzbTu7gYHnzQpu8Fg66jigjP8+j+1CxytxcRKt3/MhJMCHDRno28OO5+Ajt2wPvvQ8+eDiONO6pZiPjOTTdBdjaceio88IA1IszNdR1VRGTnFrAhf3e5RAHQLncZfx19F96OnXY8VonCt5QsRCLptNNg0SLblpo7F9q0gfHjY/7Wd05eIYnB8m9iL1y9iH+99QABz2P2M5lwxRWOopPKULIQibTata0tyIcf2q/794err4ZNm1xHVmMyGqbsb/7nedz42X946Z1HKUyqzQ0DHiel50VuA5SwlCxEXLnkEli2DK6/3hoSnnqqXUaLwVVG+/RUmqclU9sr4bGpz/PItBdZV/84rrtxFD+c1kbN/6KACtwifvD++1b83rTJWoU8+6wljxiyafm35PW6mjPXLmXe8Wcx/KqR1G/amMwhnWha/2jX4cUrnYYSiTo7dsA998CYMXZK6o474KGHoH5915EducmT4eabYft2Ng/7T5KtAAADOklEQVS+lblD7yX9uHpq/ueekoVI1Fq0CIYPt4FKDRtaM73Bg6Ozi+0PP8Af/mC9slJTbZutd2/XUcl+OjorErU6doT58+G116xdyK23QuvWMG5cdLUMmTzZttJGj4auXeGLL5QoopiShYgfJSTAwIE23/uRRyAvD268Ec44w1qGFBe7jvDgVq60flhXXgk7d8ILL1jn2ObNXUcmR0DbUCLRoKAAnnwS/v532LULmjWzraqhQ/1T01i/Hh57zGouoZDN9njqKWja1HVkcnCqWYjEpO3brcfUs8/C5s0256FfPxg0CM45B1wUi7/8EkaNshVPSYnF8de/QufOkY9FqkrJQiSm7d1rDQmfeca6tQKceKJd8LvySmjXrmYTx/ff2yTAsWOtrThY+5KRI61lh044RQslC5G4sWyZFcPHjYMtW+z3mjSxAUJdu9o7/YyMI3sBLy2F5cut9vD++zBzpq0ikpOhb1+7I9KpU3X8NBJZShYicaekxCbLTZ5sL+hff73/c8cdZ8Xx1q3hlFMsmTRqZLM1jjrK7nUEAnbUNT/ftrvWrLEC+8qVdpx35077XkcdZXMneve2usQxx7j5eaU6KFmIxL2cHJg3zz4WLoQVK2D37qp/n6OPtm2tc86xjwsvhDp1qj1ccULJQiSWHXLi3MGUltrkvlWrrDi+dSts22bHcEMh+3zdunZ5Li0NWraEVq1sFZKgU/YxSslCJFYdcuJcarLr8CS6KFmIxKJDTZzLaJDM9BHd1GtJqkLtPkRi0cEmzoVKPdblF5GdW+AoMol1ShYiUaSiiXNlkoIJ5OQVRjgiiRdKFiJRpNzEuZ8oDpWS0TAlwhFJvFCyEIkiZRPnggnlVxfBhAAt0pI1cU5qjJKFSBQJBAJkDu5IeoNkkoIBkmsFSQpacTtzSCcVt6XG6DSUSBQ6rHsWIj+no7MiIhKWjs6KiEj1UbIQEZGwlCxERCQsJQsREQlLyUJERMJSshARkbCULEREJCwlCxERCSuxil+vK6IiInFIKwsREQlLyUJERMJSshARkbCULEREJCwlCxERCUvJQkREwlKyEBGRsJQsREQkLCULEREJS8lCRETC+n9onLwunI/5ZAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 480x320 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# regression\n",
    "def true_f(x):\n",
    "    return 0.1 * (x-2) ** 3 + x ** 2 - 8.0 * x - 1.0\n",
    "\n",
    "def generate(n_samples):\n",
    "    X = np.random.rand(n_samples) * 20.0 - 10.0\n",
    "    y = true_f(X) + 5 * np.random.randn(n_samples)\n",
    "    \n",
    "    return X.reshape(n_samples, 1), y\n",
    "\n",
    "X_train, y_train = generate(15)\n",
    "\n",
    "xs = np.linspace(-10, 10, num=1000)\n",
    "plt.plot(xs, true_f(xs), c=\"r\", label=\"$g(x)$\")\n",
    "plt.scatter(X_train, y_train, label=\"$y = g(x) + \\epsilon$\")\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    "plt.grid()\n",
    "remove_frame()\n",
    "plt.savefig(\"regression.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def true_f(x):\n",
    "    return 0.1 * (x-2) ** 3 + x ** 2 - 6.0 * x + 1.0\n",
    "\n",
    "def generate(n_samples):\n",
    "    X = np.random.rand(n_samples) * 20.0 - 10.0\n",
    "    y = true_f(X) + 10 * np.random.randn(n_samples)\n",
    "    \n",
    "    return X.reshape(n_samples, 1), y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, y_train = generate(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x320 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# data\n",
    "xs = np.linspace(-10, 10, num=1000)\n",
    "plt.plot(xs, true_f(xs), c=\"r\", label=\"$g(x)$\")\n",
    "plt.scatter(X_train, y_train, label=\"$y = g(x) + \\epsilon$\")\n",
    "plt.grid()\n",
    "plt.legend()\n",
    "remove_frame()\n",
    "plt.savefig(\"data.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import PolynomialFeatures\n",
    "\n",
    "def model(X, beta, poly):\n",
    "    Xp = poly.transform(X)\n",
    "    return np.dot(Xp, beta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x320 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x320 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x320 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x320 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x320 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x320 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for degree in [1, 2, 3, 4, 5, 10]:\n",
    "    poly = PolynomialFeatures(degree=degree, include_bias=True)\n",
    "    Xp = poly.fit_transform(X_train)\n",
    "    beta = np.dot(np.dot(np.linalg.inv(np.dot(Xp.T, Xp)), Xp.T), y_train)\n",
    "    \n",
    "    error = np.mean((y_train - model(X_train, beta, poly)) ** 2)\n",
    "\n",
    "    plt.plot(xs, true_f(xs), c=\"r\", label=\"$g(x)$\")\n",
    "    plt.scatter(X_train, y_train, label=\"$y = g(x) + \\epsilon$\")\n",
    "    plt.plot(xs, model(xs.reshape(-1,1), beta, poly), c=\"b\", label=\"$\\hat{y} = f(x)$\")\n",
    "    \n",
    "    plt.title(\"degree = %d, $\\hat{R}(f, d) = %.2f$\" % (degree, error))\n",
    "    plt.ylim(-20, 80)\n",
    "    plt.grid()\n",
    "    plt.legend()\n",
    "    remove_frame()\n",
    "    plt.savefig(\"poly-%d.png\" % degree)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x320 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_error = []\n",
    "test_error = []\n",
    "X_test, y_test = generate(10000)\n",
    "\n",
    "for degree in range(1, 11):\n",
    "    poly = PolynomialFeatures(degree=degree, include_bias=True)\n",
    "    Xp = poly.fit_transform(X_train)\n",
    "    beta = np.dot(np.dot(np.linalg.inv(np.dot(Xp.T, Xp)), Xp.T), y_train)\n",
    "    \n",
    "    error = np.mean((y_train - model(X_train, beta, poly)) ** 2)\n",
    "    train_error.append(error)\n",
    "    error = np.mean((y_test - model(X_test, beta, poly)) ** 2)\n",
    "    test_error.append(error)\n",
    "\n",
    "plt.plot(range(1,11), train_error, c=\"r\", label=\"training error\")\n",
    "plt.plot(range(1,11), test_error, c=\"b\", label=\"test error\")\n",
    "\n",
    "#plt.ylim(-20, 80)\n",
    "plt.yscale(\"log\")\n",
    "plt.grid()\n",
    "plt.legend()\n",
    "remove_frame()\n",
    "plt.savefig(\"training-test-error.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[433.83628148030516,\n",
       " 412.51626547657685,\n",
       " 50.42624393871729,\n",
       " 48.155912927316436,\n",
       " 48.15469299135509,\n",
       " 38.81074028227828,\n",
       " 38.76086302163067,\n",
       " 32.26041540352533,\n",
       " 31.675032714561826,\n",
       " 18.847208082081604]"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x320 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x320 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x320 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x320 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x320 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x320 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(777)\n",
    "\n",
    "for N in [5, 10, 50, 100, 500, 1000]:\n",
    "    X_train, y_train = generate(N)\n",
    "    \n",
    "    poly = PolynomialFeatures(degree=3, include_bias=True)\n",
    "    Xp = poly.fit_transform(X_train)\n",
    "    beta = np.dot(np.dot(np.linalg.inv(np.dot(Xp.T, Xp)), Xp.T), y_train)\n",
    "    \n",
    "    error = np.mean((y_train - model(X_train, beta, poly)) ** 2)\n",
    "\n",
    "    plt.plot(xs, true_f(xs), c=\"r\", label=\"$g(x)$\")\n",
    "    plt.scatter(X_train, y_train, label=\"$y = g(x) + \\epsilon$\")\n",
    "    plt.plot(xs, model(xs.reshape(-1,1), beta, poly), c=\"b\", label=\"$\\hat{y} = f(x)$\")\n",
    "    \n",
    "    plt.title(\"N = %d\" % N)\n",
    "    plt.ylim(-20, 80)\n",
    "    plt.grid()\n",
    "    plt.legend()\n",
    "    remove_frame()\n",
    "    plt.savefig(\"poly-N-%d.png\" % N)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f18296e3748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1828d4c0f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f182906ea90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1828d71358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1828e63470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(42)\n",
    "\n",
    "for degree in [1, 2, 3, 4, 5]:\n",
    "    y_pred = []\n",
    "\n",
    "    fig = plt.figure()\n",
    "    ax1 = fig.add_subplot(111)\n",
    "\n",
    "    plt.plot(xs, true_f(xs), c=\"r\", label=\"$g(x)$\")\n",
    "\n",
    "    for i in range(200):\n",
    "        N = 15\n",
    "        X_train, y_train = generate(N)\n",
    "\n",
    "        poly = PolynomialFeatures(degree=degree, include_bias=True)\n",
    "        Xp = poly.fit_transform(X_train)\n",
    "        beta = np.dot(np.dot(np.linalg.inv(np.dot(Xp.T, Xp)), Xp.T), y_train)\n",
    "\n",
    "        error = np.mean((y_train - model(X_train, beta, poly)) ** 2)\n",
    "\n",
    "        pred = model(xs.reshape(-1,1), beta, poly)\n",
    "        plt.plot(xs, pred, c=\"b\", alpha=0.025)\n",
    "\n",
    "        y_pred.append(pred)\n",
    "\n",
    "    m = np.mean(y_pred, axis=0)\n",
    "    s = np.std(y_pred, axis=0)\n",
    "    plt.plot(xs, m, c=\"b\", label=\"$\\mathbb{E}_{d} [\\hat{y}]$\")\n",
    "    ax1.fill_between(xs, m+s, m-s, color=\"b\", alpha=0.1)\n",
    "\n",
    "    plt.title(\"degree = %d, N = %d\" % (degree, N))\n",
    "    plt.ylim(-20, 80)\n",
    "    plt.grid()\n",
    "    plt.legend(loc=\"upper left\")\n",
    "    remove_frame()\n",
    "    plt.savefig(\"poly-avg-degree-%d.png\" % degree)\n",
    "    plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
